{"id":"W4388326273","doi":"10.1016/j.puhe.2023.10.008","title":"The state of integrated disease surveillance in seven countries: a synthesis report","year":2023,"lang":"en","type":"article","venue":"Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Agency of Canada","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Conceptualization; Operationalization; CLARITY; Workforce; Focus group; Corporate governance; Public health; Maturity (psychological); Disease surveillance; Public relations; Qualitative property; Conceptual framework; Business; Political science; Process management; Medicine; Economic growth; Computer science; Sociology; Nursing; Marketing; Finance; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06479637,0.0009205978,0.0016538,0.0137931,0.002288292,0.01086957,0.001473593,0.001356592,0.002292605],"category_scores_gemma":[0.08072487,0.001066933,0.001388106,0.02980467,0.004455775,0.009909145,0.008216021,0.002464012,0.0001495929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02361819,"about_ca_system_score_gemma":0.03355956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702149,"about_ca_topic_score_gemma":0.01294328,"domain_scores_codex":[0.9603888,0.02411752,0.007715825,0.002310225,0.003649358,0.001818202],"domain_scores_gemma":[0.9124784,0.06493287,0.006781389,0.002934263,0.01154743,0.001325661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002294361,0.00008756306,0.04709153,0.1298992,0.001011334,0.0009803217,0.3571463,0.001708538,0.0007019131,0.08484735,0.009747506,0.366549],"study_design_scores_gemma":[0.00006022834,0.0002554605,0.05486194,0.2078581,0.001351313,0.0006919416,0.5374947,0.000913688,0.001144182,0.01004197,0.1852105,0.0001160416],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1853108,0.7176689,0.01763168,0.0292148,0.001633056,0.003583947,0.006367757,0.0001657801,0.03842335],"genre_scores_gemma":[0.7104475,0.2569087,0.0242016,0.002143033,0.0001338961,0.003157877,0.002346655,0.00005907946,0.0006017015],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06479637,"threshold_uncertainty_score":0.3426801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225082971092832,"score_gpt":0.3230090499170535,"score_spread":0.2907582202061252,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}